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A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors
Multiple-input multiple-output (MIMO) radars enable better estimation accuracy with improved resolution in contrast to traditional radar systems; thus, this field has attracted attention in recent years from researchers, funding agencies, and practitioners. The objective of this work is to estimate...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007184/ https://www.ncbi.nlm.nih.gov/pubmed/36904753 http://dx.doi.org/10.3390/s23052550 |
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author | Akbar, Sadiq Sohail, Muhammad Zaman, Fawad Khan, Muhammad Abdul Rehman Ajavakom, Nopdanai Phanomchoeng, Gridsada |
author_facet | Akbar, Sadiq Sohail, Muhammad Zaman, Fawad Khan, Muhammad Abdul Rehman Ajavakom, Nopdanai Phanomchoeng, Gridsada |
author_sort | Akbar, Sadiq |
collection | PubMed |
description | Multiple-input multiple-output (MIMO) radars enable better estimation accuracy with improved resolution in contrast to traditional radar systems; thus, this field has attracted attention in recent years from researchers, funding agencies, and practitioners. The objective of this work is to estimate the direction of arrival of targets for co-located MIMO radars by proposing a novel approach called flower pollination. This approach is simple in concept, easy to implement and has the capability of solving complex optimization problems. The received data from the far field located targets are initially passed through the matched filter to enhance the signal-to-noise ratio, and then the fitness function is optimized by incorporating the concept of virtual or extended array manifold vectors of the system. The proposed approach outperforms other algorithms mentioned in the literature by utilizing statistical tools for fitness, root mean square error, cumulative distribution function, histograms, and box plots. |
format | Online Article Text |
id | pubmed-10007184 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100071842023-03-12 A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors Akbar, Sadiq Sohail, Muhammad Zaman, Fawad Khan, Muhammad Abdul Rehman Ajavakom, Nopdanai Phanomchoeng, Gridsada Sensors (Basel) Article Multiple-input multiple-output (MIMO) radars enable better estimation accuracy with improved resolution in contrast to traditional radar systems; thus, this field has attracted attention in recent years from researchers, funding agencies, and practitioners. The objective of this work is to estimate the direction of arrival of targets for co-located MIMO radars by proposing a novel approach called flower pollination. This approach is simple in concept, easy to implement and has the capability of solving complex optimization problems. The received data from the far field located targets are initially passed through the matched filter to enhance the signal-to-noise ratio, and then the fitness function is optimized by incorporating the concept of virtual or extended array manifold vectors of the system. The proposed approach outperforms other algorithms mentioned in the literature by utilizing statistical tools for fitness, root mean square error, cumulative distribution function, histograms, and box plots. MDPI 2023-02-24 /pmc/articles/PMC10007184/ /pubmed/36904753 http://dx.doi.org/10.3390/s23052550 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Akbar, Sadiq Sohail, Muhammad Zaman, Fawad Khan, Muhammad Abdul Rehman Ajavakom, Nopdanai Phanomchoeng, Gridsada A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title | A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title_full | A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title_fullStr | A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title_full_unstemmed | A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title_short | A Novel Approach for Direction of Arrival Estimation in Co-Located MIMO Radars by Exploiting Extended Array Manifold Vectors |
title_sort | novel approach for direction of arrival estimation in co-located mimo radars by exploiting extended array manifold vectors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007184/ https://www.ncbi.nlm.nih.gov/pubmed/36904753 http://dx.doi.org/10.3390/s23052550 |
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